• DocumentCode
    1260226
  • Title

    Tracking Low-Precision Clocks With Time-Varying Drifts Using Kalman Filtering

  • Author

    Kim, Hayang ; Ma, Xiaoli ; Hamilton, Benjamin Russell

  • Author_Institution
    Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
  • Volume
    20
  • Issue
    1
  • fYear
    2012
  • Firstpage
    257
  • Lastpage
    270
  • Abstract
    Clock synchronization is essential for a large number of applications ranging from performance measurements in wired networks to data fusion in sensor networks. Existing techniques are either limited to undesirable accuracy or rely on specific hardware characteristics that may not be available in certain applications. In this paper, we examine the clock synchronization problem in networks where nodes lack the high-accuracy oscillators or programmable network interfaces some previous protocols depend on. This paper derives a general model for clock offset and skew and demonstrates its application to real clock oscillators. We design an efficient algorithm based on this model to achieve high synchronization accuracy. This algorithm applies the Kalman filter to track the clock offset and skew. We demonstrate the performance advantages of our schemes through extensive simulations and real clock oscillator measurements.
  • Keywords
    Kalman filters; clocks; protocols; radiofrequency oscillators; synchronisation; wireless sensor networks; Kalman filtering; clock offset; clock oscillator measurements; clock synchronization problem; data fusion; hardware characteristics; high-accuracy oscillators; low-precision clock tracking; programmable network interfaces; protocols; sensor networks; time-varying drifts; Accuracy; Clocks; Delay; Kalman filters; Phase noise; Synchronization; Clock offset; Kalman filter; clock skew; clock synchronization; oscillator;
  • fLanguage
    English
  • Journal_Title
    Networking, IEEE/ACM Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6692
  • Type

    jour

  • DOI
    10.1109/TNET.2011.2158656
  • Filename
    5934391